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Victor Valls

2 accepted papers

2024

Knowledge Enhanced Representation Learning for Drug Discovery

AAAI 2024technical

Recent research on predicting the binding affinity between drug molecules and proteins use representations learned, through unsupervised learning techniques, from large databases of molecule SMILES and protein sequences. While these representations have significantly enhanced the predictions, they a…

2020

Online Convex Optimization with Perturbed Constraints: Optimal Rates against Stronger Benchmarks

AISTATS 2020poster

This paper studies Online Convex Optimization (OCO) problems where the constraints have additive perturbations that (i) vary over time and (ii) are not known at the time to make a decision. Perturbations may not be i.i.d. generated and can be used, for example, to model a time-varying budget or time…

Cited by 0SourcePDFScholar